887 citations · 1.3k across the 14 of their papers we have counts for
8 papers · 1 filter
RID-Noise: Towards Robust Inverse Design under Noisy Environments
Jia-Qi Yang, Ke-Bin Fan, Hao Ma +1
From an engineering perspective, a design should not only perform well in an ideal condition, but should also resist noises. Such a design methodology, namely robust design, has be…
Reducing Target Group Bias in Hate Speech Detectors
Darsh J Shah, Sinong Wang, Han Fang +2
The ubiquity of offensive and hateful content on online fora necessitates the need for automatic solutions that detect such content competently across target groups. In this paper…
UniPELT: A Unified Framework for Parameter-Efficient Language Model Tuning
Yuning Mao, Lambert Mathias, Rui Hou +5
Recent parameter-efficient language model tuning (PELT) methods manage to match the performance of fine-tuning with much fewer trainable parameters and perform especially well when…
Luna: Linear Unified Nested Attention
Xuezhe Ma, Xiang Kong, Sinong Wang +4
The quadratic computational and memory complexities of the Transformer's attention mechanism have limited its scalability for modeling long sequences. In this paper, we propose Lun…
Entailment as Few-Shot Learner
Sinong Wang, Han Fang, Madian Khabsa +2
Large pre-trained language models (LMs) have demonstrated remarkable ability as few-shot learners. However, their success hinges largely on scaling model parameters to a degree tha…
On Unifying Misinformation Detection
Nayeon Lee, Belinda Z. Li, Sinong Wang +4
In this paper, we introduce UnifiedM2, a general-purpose misinformation model that jointly models multiple domains of misinformation with a single, unified setup. The model is trai…